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s{imple|table|calable} Consistency Models

Yang Song's simplified continuous-time consistency models (sCMs) achieve under 10% FID difference in 2 sampling steps and scale to 1.5B parameters for faster, higher-quality image generation.

Oct 25 · · primary fetch1 sourceupdated Oct 25 ·

Model distillation significantly accelerates diffusion models, enabling near real-time image generation with only 1-4 sampling steps, as seen in BlinkShot and Flux Schnell. Research led by Yang Song introduced simplified continuous-time consistency models (sCMs), achieving under 10% FID difference in just 2 steps and scaling up to 1.5B parameters for higher quality. On AI hardware, Tesla is deploying a 50k H100 cluster potentially capable of completing GPT-4 training in under three weeks, while Cerebras Systems set a new inference speed record on Llama 3.1 70B with their wafer-scale AI chips.

Stability AI released Stable Diffusion 3.5 and its Turbo variant, and Cohere launched new multilingual models supporting 23 languages with state-of-the-art performance. LangChain also announced ecosystem updates.

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